{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predicting Terrorist Attacks\n",
    "## Time Series Prediction\n",
    "\n",
    "**Author:** Thomas Skowronek\n",
    "\n",
    "**Date:** April 15, 2018"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notebook Configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time\n",
    "import collections\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings; warnings.simplefilter('ignore')\n",
    "\n",
    "from sklearn.preprocessing import scale\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import precision_score\n",
    "from sklearn.metrics import recall_score\n",
    "from sklearn.metrics import f1_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Display up to 150 rows and columns\n",
    "pd.set_option('display.max_rows', 220)\n",
    "pd.set_option('display.max_columns', 150)\n",
    "\n",
    "# Set the figure size for plots\n",
    "mpl.rcParams['figure.figsize'] = (14.6, 9.0)\n",
    "\n",
    "# Set the Seaborn default style for plots\n",
    "sns.set()\n",
    "\n",
    "# Set the color palette\n",
    "sns.set_palette(sns.color_palette(\"muted\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the Datasets\n",
    "Load the dataset created by the EDA notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the preprocessed GTD dataset\n",
    "gtd_df = pd.read_csv('../data/gtd_eda_95t016.csv', low_memory=False, index_col = 0,\n",
    "                      na_values=[''])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect the Structure\n",
    "The cleansed data frame contains 48 attributes, one of which is used for the data frame index, and 110,844 observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 110844 entries, 199501000001 to 201701270001\n",
      "Data columns (total 48 columns):\n",
      "iyear               110844 non-null int64\n",
      "imonth              110844 non-null int64\n",
      "iday                110844 non-null int64\n",
      "country_txt         110844 non-null object\n",
      "region_txt          110844 non-null object\n",
      "provstate           110844 non-null object\n",
      "city                110844 non-null object\n",
      "latitude            110844 non-null float64\n",
      "longitude           110844 non-null float64\n",
      "specificity         110844 non-null float64\n",
      "summary             110844 non-null object\n",
      "attacktype1_txt     110844 non-null object\n",
      "targtype1_txt       110844 non-null object\n",
      "targsubtype1_txt    110844 non-null object\n",
      "corp1               110844 non-null object\n",
      "target1             110844 non-null object\n",
      "natlty1_txt         110844 non-null object\n",
      "gname               110844 non-null object\n",
      "nperpcap            110844 non-null float64\n",
      "weaptype1_txt       110844 non-null object\n",
      "weapsubtype1_txt    110844 non-null object\n",
      "nkill               110844 non-null float64\n",
      "nkillus             110844 non-null float64\n",
      "nkillter            110844 non-null float64\n",
      "nwound              110844 non-null float64\n",
      "nwoundus            110844 non-null float64\n",
      "nwoundte            110844 non-null float64\n",
      "scite1              110844 non-null object\n",
      "dbsource            110844 non-null object\n",
      "extended_txt        110844 non-null object\n",
      "vicinity_txt        110844 non-null object\n",
      "crit1_txt           110844 non-null object\n",
      "crit2_txt           110844 non-null object\n",
      "crit3_txt           110844 non-null object\n",
      "doubtterr_txt       110844 non-null object\n",
      "multiple_txt        110844 non-null object\n",
      "success_txt         110844 non-null object\n",
      "suicide_txt         110844 non-null object\n",
      "guncertain1_txt     110844 non-null object\n",
      "individual_txt      110844 non-null object\n",
      "claimed_txt         110844 non-null object\n",
      "property_txt        110844 non-null object\n",
      "ishostkid_txt       110844 non-null object\n",
      "INT_LOG_txt         110844 non-null object\n",
      "INT_IDEO_txt        110844 non-null object\n",
      "INT_MISC_txt        110844 non-null object\n",
      "INT_ANY_txt         110844 non-null object\n",
      "incident_date       110844 non-null object\n",
      "dtypes: float64(10), int64(3), object(35)\n",
      "memory usage: 41.4+ MB\n"
     ]
    }
   ],
   "source": [
    "# Display a summary of the data frame\n",
    "gtd_df.info(verbose = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert Attributes to Correct Data Type\n",
    "Convert a subset of the data frame attributes to categorical, datatime and string to align with the GTD code book as executed previously in the EDA notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 110844 entries, 199501000001 to 201701270001\n",
      "Data columns (total 48 columns):\n",
      "iyear               110844 non-null int64\n",
      "imonth              110844 non-null int64\n",
      "iday                110844 non-null int64\n",
      "country_txt         110844 non-null category\n",
      "region_txt          110844 non-null category\n",
      "provstate           110844 non-null object\n",
      "city                110844 non-null object\n",
      "latitude            110844 non-null float64\n",
      "longitude           110844 non-null float64\n",
      "specificity         110844 non-null category\n",
      "summary             110844 non-null object\n",
      "attacktype1_txt     110844 non-null category\n",
      "targtype1_txt       110844 non-null category\n",
      "targsubtype1_txt    110844 non-null category\n",
      "corp1               110844 non-null object\n",
      "target1             110844 non-null object\n",
      "natlty1_txt         110844 non-null category\n",
      "gname               110844 non-null object\n",
      "nperpcap            110844 non-null float64\n",
      "weaptype1_txt       110844 non-null category\n",
      "weapsubtype1_txt    110844 non-null category\n",
      "nkill               110844 non-null float64\n",
      "nkillus             110844 non-null float64\n",
      "nkillter            110844 non-null float64\n",
      "nwound              110844 non-null float64\n",
      "nwoundus            110844 non-null float64\n",
      "nwoundte            110844 non-null float64\n",
      "scite1              110844 non-null object\n",
      "dbsource            110844 non-null object\n",
      "extended_txt        110844 non-null category\n",
      "vicinity_txt        110844 non-null category\n",
      "crit1_txt           110844 non-null category\n",
      "crit2_txt           110844 non-null category\n",
      "crit3_txt           110844 non-null category\n",
      "doubtterr_txt       110844 non-null category\n",
      "multiple_txt        110844 non-null category\n",
      "success_txt         110844 non-null category\n",
      "suicide_txt         110844 non-null category\n",
      "guncertain1_txt     110844 non-null category\n",
      "individual_txt      110844 non-null category\n",
      "claimed_txt         110844 non-null category\n",
      "property_txt        110844 non-null category\n",
      "ishostkid_txt       110844 non-null category\n",
      "INT_LOG_txt         110844 non-null category\n",
      "INT_IDEO_txt        110844 non-null category\n",
      "INT_MISC_txt        110844 non-null category\n",
      "INT_ANY_txt         110844 non-null category\n",
      "incident_date       110844 non-null datetime64[ns]\n",
      "dtypes: category(27), datetime64[ns](1), float64(9), int64(3), object(8)\n",
      "memory usage: 21.7+ MB\n"
     ]
    }
   ],
   "source": [
    "# List of attributes that are categorical\n",
    "cat_attrs = ['extended_txt', 'country_txt', 'region_txt', 'specificity', 'vicinity_txt',\n",
    "             'crit1_txt', 'crit2_txt', 'crit3_txt', 'doubtterr_txt', 'multiple_txt',\n",
    "             'success_txt', 'suicide_txt', 'attacktype1_txt', 'targtype1_txt', \n",
    "             'targsubtype1_txt', 'natlty1_txt', 'guncertain1_txt', 'individual_txt', \n",
    "             'claimed_txt', 'weaptype1_txt', 'weapsubtype1_txt', 'property_txt', \n",
    "             'ishostkid_txt', 'INT_LOG_txt', 'INT_IDEO_txt','INT_MISC_txt', 'INT_ANY_txt']\n",
    "\n",
    "for cat in cat_attrs:\n",
    "    gtd_df[cat] = gtd_df[cat].astype('category')\n",
    "\n",
    "# Data time feature added during EDA\n",
    "gtd_df['incident_date'] = pd.to_datetime(gtd_df['incident_date'])\n",
    "\n",
    "# Necessary for single data type\n",
    "gtd_df['gname'] = gtd_df['gname'].astype('str')\n",
    "    \n",
    "gtd_df.info(verbose = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drop Text Attributes\n",
    "Remove the text attributes, which will not be used in the models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 110844 entries, 199501000001 to 201701270001\n",
      "Data columns (total 41 columns):\n",
      "iyear               110844 non-null int64\n",
      "imonth              110844 non-null int64\n",
      "iday                110844 non-null int64\n",
      "country_txt         110844 non-null category\n",
      "region_txt          110844 non-null category\n",
      "latitude            110844 non-null float64\n",
      "longitude           110844 non-null float64\n",
      "specificity         110844 non-null category\n",
      "attacktype1_txt     110844 non-null category\n",
      "targtype1_txt       110844 non-null category\n",
      "targsubtype1_txt    110844 non-null category\n",
      "natlty1_txt         110844 non-null category\n",
      "gname               110844 non-null object\n",
      "nperpcap            110844 non-null float64\n",
      "weaptype1_txt       110844 non-null category\n",
      "weapsubtype1_txt    110844 non-null category\n",
      "nkill               110844 non-null float64\n",
      "nkillus             110844 non-null float64\n",
      "nkillter            110844 non-null float64\n",
      "nwound              110844 non-null float64\n",
      "nwoundus            110844 non-null float64\n",
      "nwoundte            110844 non-null float64\n",
      "extended_txt        110844 non-null category\n",
      "vicinity_txt        110844 non-null category\n",
      "crit1_txt           110844 non-null category\n",
      "crit2_txt           110844 non-null category\n",
      "crit3_txt           110844 non-null category\n",
      "doubtterr_txt       110844 non-null category\n",
      "multiple_txt        110844 non-null category\n",
      "success_txt         110844 non-null category\n",
      "suicide_txt         110844 non-null category\n",
      "guncertain1_txt     110844 non-null category\n",
      "individual_txt      110844 non-null category\n",
      "claimed_txt         110844 non-null category\n",
      "property_txt        110844 non-null category\n",
      "ishostkid_txt       110844 non-null category\n",
      "INT_LOG_txt         110844 non-null category\n",
      "INT_IDEO_txt        110844 non-null category\n",
      "INT_MISC_txt        110844 non-null category\n",
      "INT_ANY_txt         110844 non-null category\n",
      "incident_date       110844 non-null datetime64[ns]\n",
      "dtypes: category(27), datetime64[ns](1), float64(9), int64(3), object(1)\n",
      "memory usage: 15.8+ MB\n"
     ]
    }
   ],
   "source": [
    "gtd_df = gtd_df.drop(['provstate', 'city', 'summary', 'corp1', 'target1',\n",
    "                                  'scite1', 'dbsource'], axis=1)\n",
    "\n",
    "gtd_df.info(verbose = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Standardize the Numeric Attributes\n",
    "Adjust for differences in the range of the numeric attributes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>nperpcap</th>\n",
       "      <td>110844.0</td>\n",
       "      <td>1.960960e-15</td>\n",
       "      <td>1.000005</td>\n",
       "      <td>-0.054077</td>\n",
       "      <td>-0.054077</td>\n",
       "      <td>-0.054077</td>\n",
       "      <td>-0.054077</td>\n",
       "      <td>198.817891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nkill</th>\n",
       "      <td>110844.0</td>\n",
       "      <td>-5.648572e-18</td>\n",
       "      <td>1.000005</td>\n",
       "      <td>-0.210294</td>\n",
       "      <td>-0.210294</td>\n",
       "      <td>-0.125198</td>\n",
       "      <td>-0.040102</td>\n",
       "      <td>127.433877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nkillus</th>\n",
       "      <td>110844.0</td>\n",
       "      <td>6.443646e-15</td>\n",
       "      <td>1.000005</td>\n",
       "      <td>-0.006761</td>\n",
       "      <td>-0.006761</td>\n",
       "      <td>-0.006761</td>\n",
       "      <td>-0.006761</td>\n",
       "      <td>235.898995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nkillter</th>\n",
       "      <td>110844.0</td>\n",
       "      <td>3.473713e-14</td>\n",
       "      <td>1.000005</td>\n",
       "      <td>-0.107231</td>\n",
       "      <td>-0.107231</td>\n",
       "      <td>-0.107231</td>\n",
       "      <td>-0.107231</td>\n",
       "      <td>124.009492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nwound</th>\n",
       "      <td>110844.0</td>\n",
       "      <td>1.105829e-14</td>\n",
       "      <td>1.000005</td>\n",
       "      <td>-0.090709</td>\n",
       "      <td>-0.090709</td>\n",
       "      <td>-0.090709</td>\n",
       "      <td>-0.016278</td>\n",
       "      <td>182.661051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nwoundus</th>\n",
       "      <td>110844.0</td>\n",
       "      <td>-1.255198e-15</td>\n",
       "      <td>1.000005</td>\n",
       "      <td>-0.011179</td>\n",
       "      <td>-0.011179</td>\n",
       "      <td>-0.011179</td>\n",
       "      <td>-0.011179</td>\n",
       "      <td>303.576370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nwoundte</th>\n",
       "      <td>110844.0</td>\n",
       "      <td>4.018359e-14</td>\n",
       "      <td>1.000005</td>\n",
       "      <td>-0.063042</td>\n",
       "      <td>-0.063042</td>\n",
       "      <td>-0.063042</td>\n",
       "      <td>-0.063042</td>\n",
       "      <td>144.255041</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             count          mean       std       min       25%       50%  \\\n",
       "nperpcap  110844.0  1.960960e-15  1.000005 -0.054077 -0.054077 -0.054077   \n",
       "nkill     110844.0 -5.648572e-18  1.000005 -0.210294 -0.210294 -0.125198   \n",
       "nkillus   110844.0  6.443646e-15  1.000005 -0.006761 -0.006761 -0.006761   \n",
       "nkillter  110844.0  3.473713e-14  1.000005 -0.107231 -0.107231 -0.107231   \n",
       "nwound    110844.0  1.105829e-14  1.000005 -0.090709 -0.090709 -0.090709   \n",
       "nwoundus  110844.0 -1.255198e-15  1.000005 -0.011179 -0.011179 -0.011179   \n",
       "nwoundte  110844.0  4.018359e-14  1.000005 -0.063042 -0.063042 -0.063042   \n",
       "\n",
       "               75%         max  \n",
       "nperpcap -0.054077  198.817891  \n",
       "nkill    -0.040102  127.433877  \n",
       "nkillus  -0.006761  235.898995  \n",
       "nkillter -0.107231  124.009492  \n",
       "nwound   -0.016278  182.661051  \n",
       "nwoundus -0.011179  303.576370  \n",
       "nwoundte -0.063042  144.255041  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler = preprocessing.StandardScaler()\n",
    "\n",
    "# List of numeric attributes\n",
    "scale_attrs = ['nperpcap', 'nkill', 'nkillus', 'nkillter', 'nwound', 'nwoundus', 'nwoundte']\n",
    "\n",
    "# Normalize the attributes in place\n",
    "gtd_df[scale_attrs] = scaler.fit_transform(gtd_df[scale_attrs])\n",
    "\n",
    "# View the transformation\n",
    "gtd_df[scale_attrs].describe().transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Iraq\n",
    "Subset the data to the last 10 year of events in Iraq."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 20024 entries, 200701040002 to 201612310031\n",
      "Data columns (total 41 columns):\n",
      "iyear               20024 non-null int64\n",
      "imonth              20024 non-null int64\n",
      "iday                20024 non-null int64\n",
      "country_txt         20024 non-null category\n",
      "region_txt          20024 non-null category\n",
      "latitude            20024 non-null float64\n",
      "longitude           20024 non-null float64\n",
      "specificity         20024 non-null category\n",
      "attacktype1_txt     20024 non-null category\n",
      "targtype1_txt       20024 non-null category\n",
      "targsubtype1_txt    20024 non-null category\n",
      "natlty1_txt         20024 non-null category\n",
      "gname               20024 non-null object\n",
      "nperpcap            20024 non-null float64\n",
      "weaptype1_txt       20024 non-null category\n",
      "weapsubtype1_txt    20024 non-null category\n",
      "nkill               20024 non-null float64\n",
      "nkillus             20024 non-null float64\n",
      "nkillter            20024 non-null float64\n",
      "nwound              20024 non-null float64\n",
      "nwoundus            20024 non-null float64\n",
      "nwoundte            20024 non-null float64\n",
      "extended_txt        20024 non-null category\n",
      "vicinity_txt        20024 non-null category\n",
      "crit1_txt           20024 non-null category\n",
      "crit2_txt           20024 non-null category\n",
      "crit3_txt           20024 non-null category\n",
      "doubtterr_txt       20024 non-null category\n",
      "multiple_txt        20024 non-null category\n",
      "success_txt         20024 non-null category\n",
      "suicide_txt         20024 non-null category\n",
      "guncertain1_txt     20024 non-null category\n",
      "individual_txt      20024 non-null category\n",
      "claimed_txt         20024 non-null category\n",
      "property_txt        20024 non-null category\n",
      "ishostkid_txt       20024 non-null category\n",
      "INT_LOG_txt         20024 non-null category\n",
      "INT_IDEO_txt        20024 non-null category\n",
      "INT_MISC_txt        20024 non-null category\n",
      "INT_ANY_txt         20024 non-null category\n",
      "incident_date       20024 non-null datetime64[ns]\n",
      "dtypes: category(27), datetime64[ns](1), float64(9), int64(3), object(1)\n",
      "memory usage: 2.9+ MB\n"
     ]
    }
   ],
   "source": [
    "iraq_df = gtd_df[gtd_df['country_txt'] == \"Iraq\"].query('2006<iyear<=2016')\n",
    "\n",
    "iraq_df.info(verbose = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Attacks per Day\n",
    "Calculate the number of attacks per day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>incident_date</th>\n",
       "      <th>daily_attacks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-01-04</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-01-05</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-01-06</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007-01-08</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-01-10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  incident_date  daily_attacks\n",
       "0    2007-01-04              1\n",
       "1    2007-01-05              1\n",
       "2    2007-01-06              1\n",
       "3    2007-01-08              3\n",
       "4    2007-01-10              5"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Group by incident_date\n",
    "iraq_counts = iraq_df.groupby(['incident_date'], as_index = False).count()\n",
    "\n",
    "# Select incident_date and a column for the counts\n",
    "iraq_counts = iraq_counts[['incident_date', 'iyear']]\n",
    "iraq_counts.columns = ['incident_date','daily_attacks']\n",
    "iraq_counts.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reindex and Fill\n",
    "Reindex the dataframe to include all days for the 10 year period and fill added days with zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>daily_attacks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-01</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-02</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-03</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-04</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-05</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            daily_attacks\n",
       "2007-01-01              0\n",
       "2007-01-02              0\n",
       "2007-01-03              0\n",
       "2007-01-04              1\n",
       "2007-01-05              1"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = pd.date_range('2007-01-01', '2016-12-31')\n",
    "\n",
    "iraq_ts = iraq_counts.set_index('incident_date')\n",
    "\n",
    "iraq_ts = iraq_ts.reindex(idx, fill_value=0)\n",
    "iraq_ts.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary Statistics\n",
    "Display summary statistics on the time series dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>daily_attacks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3653.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.481522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.790473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>108.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       daily_attacks\n",
       "count    3653.000000\n",
       "mean        5.481522\n",
       "std         5.790473\n",
       "min         0.000000\n",
       "25%         2.000000\n",
       "50%         4.000000\n",
       "75%         8.000000\n",
       "max       108.000000"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iraq_ts.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Daily Plot - Total Attacks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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feeWVXMsWLFjg1j4BAAAAwJ84DWJpaWkaM2aMvv76awUHB0uS0tPT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hglPt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\nAMGscp2mk7oSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a39a35da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iraq_ts.plot()\n",
    "plt.title('Iraq Daily Attacks: 2007 - 2016', fontsize=20);\n",
    "plt.ylabel('Total Per Day')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Weekly Plot - Average Attacks\n",
    "Weekly average using the resampled daily data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0CCZNehnvvvsBAGDs2Bfx6KN9UK9efbdrsdvtmD59Ms6cOY0LFy6gefOWePzx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\n0SAkmEBJNnx4Eiz9uaL3PvG7Dtrf//53VKpUCU8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GsZuUGA8PDw8PD4/Zwlgtjo6JwcZ2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8xhDH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\nnsWxXWD1c6FhneP8e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BVCaFZVqSTVkHNmZMb8hvvucPrHufucfc49903xXmRE5P3WyvUi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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a38a3e940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weekly_summary = pd.DataFrame()\n",
    "weekly_summary['weekly_avg_attacks'] = iraq_ts.daily_attacks.resample('W').mean()\n",
    "\n",
    "weekly_summary.plot()\n",
    "plt.title('Iraq Weekly Attacks: 2007 - 2016', fontsize=20);\n",
    "plt.ylabel('Average Per Week')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Monthly Plot - Average Attacks\n",
    "Monthly average using the resampled daily data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GDjyLzz77hJ9/3gnATz/9wLfffs2//jWfxMTmLFgwn8svH8df/jKMDz5YSW5u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\nQgghhBBCCCmg/w/5WTTV9TPDKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1c213d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthly_summary = pd.DataFrame()\n",
    "monthly_summary['monthly_avg_attacks'] = iraq_ts.daily_attacks.resample('M').mean()\n",
    "\n",
    "monthly_summary.plot()\n",
    "plt.title('Iraq Montly Attacks: 2007 - 2016', fontsize=20);\n",
    "plt.ylabel('Average Per Month')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exponential Weighted Moving Average\n",
    "Apply smoothing using exponential weighted moving average."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>daily_attacks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-01</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-02</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-03</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-04</th>\n",
       "      <td>0.064516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-05</th>\n",
       "      <td>0.124870</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            daily_attacks\n",
       "2007-01-01       0.000000\n",
       "2007-01-02       0.000000\n",
       "2007-01-03       0.000000\n",
       "2007-01-04       0.064516\n",
       "2007-01-05       0.124870"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use a 30 day span for averaging\n",
    "iraq_ewm = iraq_ts.ewm(span=30, adjust=False).mean()\n",
    "\n",
    "iraq_ewm.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exponential Weighted Moving Average\n",
    "Daily attacks in Iraq, 2007 to 2016."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XULVqNUyfPgtnz57Br7/+gqtXr+L48aOYMmUapk79BHPnznAZAHqKmTIiIiIi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2efb8da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iraq_ewm.plot()\n",
    "plt.title('Iraq Daily Attacks: 2007 - 2016', fontsize=20);\n",
    "plt.ylabel('Exponential Weighted Moving Average')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Facebook Prophet\n",
    "Create a modified dataset to comply with the Facebook Prophet requirements."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-01</th>\n",
       "      <td>0</td>\n",
       "      <td>2007-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-02</th>\n",
       "      <td>0</td>\n",
       "      <td>2007-01-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-03</th>\n",
       "      <td>0</td>\n",
       "      <td>2007-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-04</th>\n",
       "      <td>1</td>\n",
       "      <td>2007-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-01-05</th>\n",
       "      <td>1</td>\n",
       "      <td>2007-01-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            y         ds\n",
       "2007-01-01  0 2007-01-01\n",
       "2007-01-02  0 2007-01-02\n",
       "2007-01-03  0 2007-01-03\n",
       "2007-01-04  1 2007-01-04\n",
       "2007-01-05  1 2007-01-05"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import fbprophet\n",
    "\n",
    "iraq_fb = iraq_ts.copy()\n",
    "iraq_fb['index1'] = iraq_fb.index\n",
    "iraq_fb.columns = ['y', 'ds']\n",
    "\n",
    "iraq_fb.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Iraq Holidays\n",
    "Iraq regional and national holidays covering 2007 - 2017."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>holiday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-01-01</td>\n",
       "      <td>New Year Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-01-06</td>\n",
       "      <td>Army Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-01-10</td>\n",
       "      <td>Islamic New Year</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007-01-19</td>\n",
       "      <td>Ashura</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-03-20</td>\n",
       "      <td>Mouloud (Birth of the Prophet)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds                         holiday\n",
       "0  2007-01-01                    New Year Day\n",
       "1  2007-01-06                        Army Day\n",
       "2  2007-01-10                Islamic New Year\n",
       "3  2007-01-19                          Ashura\n",
       "4  2007-03-20  Mouloud (Birth of the Prophet)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the preprocessed GTD dataset\n",
    "iraq_holidays = pd.read_csv('../data/iraq-holidays.csv', na_values=[''])\n",
    "iraq_holidays.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time Series Model\n",
    "Create the time serie model for attacks in Iraq and factor in Iraq holidays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x1a2f065c18>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make the prophet model and fit on the data\n",
    "prophet1 = fbprophet.Prophet(changepoint_prior_scale=0.15, holidays=iraq_holidays)\n",
    "prophet1.fit(iraq_fb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predict 1 Year of Future Dates\n",
    "Predict 365 days after last the data point of 2016-12-31."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4013</th>\n",
       "      <td>2017-12-27</td>\n",
       "      <td>10.593686</td>\n",
       "      <td>3.778161</td>\n",
       "      <td>17.393896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4014</th>\n",
       "      <td>2017-12-28</td>\n",
       "      <td>10.250333</td>\n",
       "      <td>3.979912</td>\n",
       "      <td>17.305968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4015</th>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>8.582172</td>\n",
       "      <td>2.374030</td>\n",
       "      <td>15.348023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4016</th>\n",
       "      <td>2017-12-30</td>\n",
       "      <td>9.619446</td>\n",
       "      <td>2.825368</td>\n",
       "      <td>16.168038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4017</th>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>13.109791</td>\n",
       "      <td>6.556258</td>\n",
       "      <td>20.393168</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds       yhat  yhat_lower  yhat_upper\n",
       "4013 2017-12-27  10.593686    3.778161   17.393896\n",
       "4014 2017-12-28  10.250333    3.979912   17.305968\n",
       "4015 2017-12-29   8.582172    2.374030   15.348023\n",
       "4016 2017-12-30   9.619446    2.825368   16.168038\n",
       "4017 2017-12-31  13.109791    6.556258   20.393168"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Specify 365 days out to predict\n",
    "future_data = prophet1.make_future_dataframe(periods=365, freq = 'D')\n",
    "\n",
    "# Predict the values\n",
    "forecast_data = prophet1.predict(future_data)\n",
    "forecast_data[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()\n",
    "#forecast_data.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mGVuu35UrV+Dj44OwsDCrY8jlcrRv3x47d+6scGxErogJMZETmTdvXrHTrpWmcG+k5WGd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\nxfnW0wxtlVo4Xh3T5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jjHoqboqSgjjWEQYf61y5ditcZFUdb0iKXwoEdQR+mwWm1YbTZS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\n/wcswoVVqJUcMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2efb38d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet1.plot(forecast_data, xlabel = 'Date', ylabel = 'Attacks')\n",
    "plt.title('Predicted Terrorist Attacks in Iraq', fontsize=20);\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examine Seasonality and Trend Components\n",
    "The spike in June occurs before Eid ul-Fitr or Id-Ul-Fitr (End of Ramadan), and the jump in December follows the Mouloud (Birth of the Prophet).  The drop in September occurs near the Eid al-Adha (Feast of the Sacrifice) and the Islamic New Year. The low number of attacks on Friday corresponds to Muslims Friday prayer.\n",
    "\n",
    "Since Prophet uses an additive model, the y-axis represents the absolute change relative to the trend (Letham, 2018)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FHEL8jjydBo9cVo5frqrEAx9VYdmNk066jTsQwbpDdqytjs+/cwfjq0bkZKkw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\n7kllz+5v+9Y5sYx/kyIZw0Lu5ebmYsWKFYiKigIAaLVa3Hv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O/ACg09W6Lxc9OC/2+Lr+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\nwdbcmHWvNOKtli5Kx9Jr0uwJIYQQ5YyduTGLe3mg/u/sGvcLysfsGncz8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3oAAArfSURB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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1b0d3358>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prophet1.plot_components(forecast_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Zoom in to the Last Year Plus One Year of Predictions\n",
    "The forecasted trend seems to align with the yearly seasonality shown in the component analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pMRATERERkakxEBMRERGRqTEQExEREZGpMRATERERkakxEBMRERGRqTEQExER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\n0O/bNQqoC/mvzmwxPDUAl3//Ngqn9ic9S6qsJJPMRDHPBpL5o3EeaRt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7dZe9G7Y+Ss3A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\nAZIk4YorrsBdd92FM888M+cZa9eudX53l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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1c20ebe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet1.plot(forecast_data, xlabel = 'Date', ylabel = 'Attacks')\n",
    "plt.title('Predicted Terrorist Attacks in Iraq', fontsize=20);\n",
    "plt.xlim(pd.Timestamp('2016-01-01'), pd.Timestamp('2017-12-31'))\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "Brown, E. (2017). Forecasting time-series data with Prophet – Part 1. Retrieved from http://pythondata.com/forecasting-time-series-data-with-prophet-part-1/\n",
    "\n",
    "Facebook Open Source. (n.d.). Seasonality and holiday effects. Retrieved from http://holidayyear.com/holidays/Iraq/\n",
    "\n",
    "Holidayyear. (2018). Iraqi public holidays. Retrieved from http://holidayyear.com/holidays/Iraq/\n",
    "\n",
    "Letham, B. (2018). Meaning of y-axis in component plot. Retrieved from https://github.com/facebook/prophet/issues/422\n",
    "\n",
    "Wikipedia. (2018). Sabbath. Retrieved from https://en.wikipedia.org/wiki/Sabbath"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
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 },
 "nbformat": 4,
 "nbformat_minor": 2
}
